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Distributed Randomized PageRank Algorithm Based on Stochastic Approximation
Lei, Jinlong; Chen, Han-Fu
2015-06-01
Source PublicationIEEE TRANSACTIONS ON AUTOMATIC CONTROL
ISSN0018-9286
Volume60Issue:6Pages:1641-1646
AbstractA distributed randomized PageRank algorithm based on stochastic approximation (SA) is proposed to estimate the importance scores of web pages. Compared with the existing methods, the algorithm given here has wider applications in the sense that it can deal with a larger class of randomizations. The strong consistency of the estimates is proved, and the robustness of the PageRank value is analyzed as well. Numerical examples are given to verify the obtained theoretic results.
KeywordDistributed randomized PageRank algorithm stochastic approximation strong consistency
DOI10.1109/TAC.2014.2359311
Language英语
Funding ProjectNSFC[61273193] ; NSFC[61120106011] ; NSFC[61134013] ; 973 program of China[2014CB845301] ; National Center for Mathematics and Interdisciplinary Sciences, Chinese Academy of Sciences
WOS Research AreaAutomation & Control Systems ; Engineering
WOS SubjectAutomation & Control Systems ; Engineering, Electrical & Electronic
WOS IDWOS:000355316200016
PublisherIEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
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Document Type期刊论文
Identifierhttp://ir.amss.ac.cn/handle/2S8OKBNM/19857
Collection系统科学研究所
AffiliationChinese Acad Sci, Acad Math & Syst Sci, Inst Syst Sci, Key Lab Syst & Control, Beijing 100190, Peoples R China
Recommended Citation
GB/T 7714
Lei, Jinlong,Chen, Han-Fu. Distributed Randomized PageRank Algorithm Based on Stochastic Approximation[J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL,2015,60(6):1641-1646.
APA Lei, Jinlong,&Chen, Han-Fu.(2015).Distributed Randomized PageRank Algorithm Based on Stochastic Approximation.IEEE TRANSACTIONS ON AUTOMATIC CONTROL,60(6),1641-1646.
MLA Lei, Jinlong,et al."Distributed Randomized PageRank Algorithm Based on Stochastic Approximation".IEEE TRANSACTIONS ON AUTOMATIC CONTROL 60.6(2015):1641-1646.
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